DeepSeek DeepSeek VL2 vs Google Gemma 3n E4B

Detailed comparison for LLMs

DeepSeekGoogle

DeepSeek DeepSeek VL2 and Google Gemma 3n E4B are evenly matched at about 52.0% attack success rate (ASR) on Guardion's LLM vulnerability Benchmark. One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

Head-to-Head Overview

It's a close match between DeepSeek VL2 and Gemma 3n E4B!

Attack Success Rate (lower is safer)

ASR for DeepSeek DeepSeek VL2 vs Google Gemma 3n E4B. Green marks the safer model on each metric. Only the overall score is available for estimated models.

Overall (ASR)

DeepSeek VL2
52.0%
Gemma 3n E4B
52.0%

TAP Attack Method (ASR)

DeepSeek VL2
100.0%
Gemma 3n E4B
100.0%

Crescendo Attack Method (ASR)

DeepSeek VL2
100.0%
Gemma 3n E4B
100.0%

Zero-Shot (ASR)

DeepSeek VL2
100.0%
Gemma 3n E4B
100.0%

Key Highlights

No specific highlights generated for this comparison.

Security Profile

Outward is better on every axis.

OverallTAPCrescendoZero-Shot
DeepSeek VL2
Gemma 3n E4B
Full security profile
DeepSeek DeepSeek VL2
Full security profile
Google Gemma 3n E4B

Frequently asked questions

Is DeepSeek DeepSeek VL2 or Google Gemma 3n E4B more secure?

DeepSeek DeepSeek VL2 and Google Gemma 3n E4B are evenly matched at about 52.0% attack success rate (ASR) on Guardion's LLM vulnerability Benchmark. One or both scores are estimated from public safety evaluations pending a Guardion benchmark run.

What is the attack success rate (ASR) of DeepSeek VL2 vs Gemma 3n E4B?

DeepSeek VL2 has a 52.0% ASR and Gemma 3n E4B has a 52.0% ASR — the share of adversarial prompts that succeed across zero-shot, TAP, and Crescendo attacks. Lower is safer.

How were DeepSeek VL2 and Gemma 3n E4B tested?

Both were red-teamed with the HarmBench framework across zero-shot, TAP (Tree of Attacks with Pruning), and Crescendo multi-turn attacks, scored by Attack Success Rate.

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